| CMPE525 | Object-Oriented Design and Programming | 4 | 3 | 5 | - | 3 | - | 2 | - | 5 | 5 | 3 | 4 | 5 | - | - | - | 
                                                                            
                    
                        | CMPE533 | Computer and Network Security | 5 | 4 | 4 | 3 | 5 | 5 | 3 | 4 | 5 | 4 | 5 | 5 | 4 | 2 | 1 | 1 | 
                                                                            
                    
                        | CMPE579 | Current Trends in Internetworking Technologies | 3 | 2 | - | 4 | 2 | 4 | 2 | 4 | 5 | 4 | 5 | 3 | 4 | 2 | 3 | 1 | 
                                                                            
                    
                        | CMPE521 | Advanced Multimedia Systems | 5 | 3 | 5 | - | 5 | 1 | 2 | 4 | 4 | 5 | 5 | 3 | 4 | 1 | 1 | 2 | 
                                                                            
                    
                        | CMPE531 | Advanced Operating Systems | 5 | 3 | 3 | - | 4 | - | 2 | 3 | 1 | 5 | - | - | 5 | - | - | - | 
                                                                            
                    
                        | CMPE532 | Advanced Computer Architecture | 5 | - | 5 | - | 5 | 2 | - | - | 3 | 5 | 4 | - | 4 | 4 | 4 | - | 
                                                                            
                    
                        | CMPE575 | Parallel and Cluster Computing | 4 | 4 | 5 | - | 4 | - | 3 | - | 3 | 5 | 1 | - | 4 | - | 3 | - | 
                                                                            
                    
                        | CMPE524 | Advanced Algorithms | 5 | - | 3 | - | 5 | - | - | - | - | 3 | 5 | 4 | 1 | - | - | - | 
                                                                            
                    
                        | CMPE568 | Advanced Artificial Intelligence | 5 | 4 | 5 | 2 | 5 | 2 | 3 | 5 | 4 | 2 | 2 | 5 | 3 | 4 | 3 | 2 | 
                                                                            
                    
                        | CMPE562 | Multiagent Systems | 5 | - | 5 | - | 5 | 3 | 4 | 4 | 5 | 4 | 3 | 3 | 4 | 4 | 4 | - | 
                                                                            
                    
                        | CMPE564 | Natural Computing | 5 | 4 | 5 | - | 5 | 2 | 4 | 3 | 2 | 4 | 2 | 5 | 2 | 5 | 5 | 4 | 
                                                                            
                    
                        | CMPE565 | Machine Learning | 5 | 4 | 5 | 1 | 5 | 2 | 1 | 2 | 5 | 5 | 3 | 5 | 5 | 3 | 2 | 2 | 
                                                                            
                    
                        | SE552 | Advanced Software Project Management | 2 | - | 3 | 2 | 3 | 2 | - | - | 4 | 3 | - | - | 3 | 4 | 3 | - | 
                                                                            
                    
                        | SE564 | Service Oriented Architecture and Business Process Management | 2 | - | 3 | 2 | 3 | 2 | - | - | 4 | 3 | - | - | 3 | 4 | 3 | - | 
                                                                            
                    
                        | ISE513 | Systems Integration | 2 | - | 2 | - | 3 | 3 | - | - | 4 | 2 | - | - | 3 | 3 | 2 | - | 
                                                                            
                    
                        | ISE514 | Cloud Computing | 3 | - | 2 | - | 3 | 3 | - | - | 4 | 2 | - | - | 3 | 3 | 2 | - | 
                                                                            
                    
                        | CMPE543 | Big Data Analytics | 4 | 4 | 5 | 5 | 4 | 1 | 4 | 3 | 5 | 5 | 2 | 5 | 5 | 1 | 2 | 1 | 
                                                                            
                    
                        | CMPE536 | Advanced Network Programming | 3 | - | 4 | - | 2 | 1 | - | 2 | 4 | 3 | - | 2 | 4 | - | - | - | 
                                                                            
                    
                        | CMPE566 | Advanced Data Mining | 3 | 5 | 5 | 5 | 4 | 1 | 3 | 3 | 5 | 5 | 4 | 5 | 5 | 2 | 3 | 1 | 
                                                                            
                    
                        | CMPE563 | Information Retrieval | 4 | 4 | 5 | 3 | 4 | 5 | 3 | 4 | 5 | 4 | 3 | 4 | 4 | 3 | 5 | 3 | 
                                                                            
                    
                        | CMPE571 | Biometric Identification and Verification Systems | 4 | 5 | 3 | 5 | 4 | 1 | 2 | 3 | 4 | 4 | 5 | 4 | 3 | 4 | 2 | 2 | 
                                                                            
                    
                        | CMPE578 | Penetration Testing | 4 | 5 | 4 | 5 | 1 | 5 | 4 | 4 | 5 | 5 | 3 | 2 | 5 | 4 | 4 | 2 | 
                                                                            
                    
                        | CMPE535 | Cyber Security | 3 | 2 | 5 | 3 | 4 | 5 | 3 | 4 | 5 | 2 | 3 | 4 | 5 | 4 | 5 | 5 | 
                                                                            
                    
                        | CMPE567 | Semantic Web Programming | 2 | 2 | 5 | 5 | 4 | 1 | 4 | 3 | 5 | 5 | 2 | 5 | 5 | 1 | 3 | 1 | 
                                                                            
                    
                        | CMPE537 | Distributed Computing | 2 | - | 5 | 2 | 5 | 1 | 3 | 4 | 5 | 5 | 3 | 5 | 5 | - | - | - | 
                                                                            
                    
                        | CMPE318 | Java Programming | 2 | 2 | 2 | 1 | 2 | 1 | - | - | - | - | - | - | - | - | - | - | 
                                                                            
                    
                        | SE470 | Agile Methods in Software Development | 3 | - | 3 | - | 2 | - | 3 | 4 | 4 | 5 | 4 | 5 | 3 | 2 | 2 | - | 
                                                                            
                    
                        | CMPE431 | Operating Systems | 5 | 5 | 4 | - | 5 | - | - | - | - | 4 | - | - | - | - | - | - | 
                                                                            
                    
                        | ISE502 | Organizational Management and Change | 2 | 1 | 4 | - | 3 | - | 2 | 3 | 4 | 4 | 3 | 3 | 2 | 2 | - | - | 
                                                                            
                    
                        | SE550 | Software Engineering | 3 | 3 | 4 | - | 2 | 2 | 3 | 4 | 4 | 5 | 4 | 4 | 3 | - | 3 | - | 
                                                                            
                    
                        | SE571 | Agile Software Development Approaches | 3 | 3 | 4 | - | 2 | 2 | 3 | 4 | 4 | 5 | 4 | 4 | 3 | - | 3 | - | 
                                                                            
                    
                        | ISE511 | IT Strategy Planning and Governance | 3 | 2 | 1 | - | 4 | - | 2 | 3 | 3 | 4 | 3 | 2 | 3 | 3 | 3 | 1 | 
                                                                            
                    
                        | SE321 | Object-Oriented Analysis and Design | 4 | 3 | 4 | - | 3 | - | - | 3 | 3 | 4 | - | 3 | 3 | 2 | 2 | - | 
                                                                            
                    
                        | SE559 | Software Testing and Maintenance | 3 | 3 | 4 | - | 2 | 2 | 3 | 4 | 4 | 5 | 4 | 4 | 3 | - | 3 | - | 
                                                                            
                    
                        | CMPE464 | Digital Image Processing | 5 | 2 | 1 | - | 4 | 2 | 1 | 3 | 3 | - | 4 | 4 | 1 | - | - | - | 
                                                                            
                    
                        | ISE424 | Distance Education and E-Learning | 3 | 2 | 1 | - | 4 | - | 2 | 3 | 3 | 4 | 3 | 2 | 3 | 3 | 3 | 1 | 
                                                                            
                    
                        | ISE516 | Business Process Management | 3 | 2 | 1 | - | 4 | - | 2 | 3 | 3 | 4 | 3 | 2 | 3 | 3 | 3 | 1 | 
                                                                            
                    
                        | MDES610 | Mathematical Modeling via Differential and Difference Equations | 5 | 2 | 3 | - | 3 | - | - | 2 | 3 | 2 | - | - | 3 | 3 | - | - | 
                                                                            
                    
                        | SE554 | Software Quality Management | 3 | 3 | 4 | - | 2 | 2 | 3 | 4 | 4 | 5 | 4 | 4 | 3 | - | 3 | - | 
                                                                            
                    
                        | SE560 | Requirements Engineering | 3 | 3 | 4 | - | 2 | 2 | 3 | 4 | 4 | 5 | 4 | 4 | 3 | - | 3 | - | 
                                                                            
                    
                        | CMPE341 | Database Design and Management | 5 | 5 | 5 | 4 | 5 | - | - | - | - | 4 | - | 4 | - | - | - | - | 
                                                                            
                    
                        | ISE314 | Data Warehousing and Mining | 3 | 2 | 1 | - | 4 | - | 2 | 3 | 3 | 4 | 3 | 2 | 4 | 4 | 4 | 3 | 
                                                                            
                    
                        | EE425 | Advanced Digital Design with HDL | 5 | 3 | 5 | - | 4 | - | - | 3 | 3 | 5 | - | 4 | 3 | 3 | 3 | - | 
                                                                            
                    
                        | SE544 | Cognitive Aspects of Software Engineering | 3 | 3 | 4 | - | 2 | 2 | 3 | 4 | 4 | 5 | 4 | 4 | 3 | - | 3 | - | 
                                                                            
                    
                        | SE573 | Applied Machine Learning in Data Analytics | 5 | 5 | 4 | - | 4 | - | 2 | 3 | 4 | 4 | - | 4 | 3 | 3 | 3 | 3 | 
                                                                            
                    
                        | SE427 | Blockchain and Cryptocurrency Technologies | 3 | 2 | 1 | - | 4 | - | 2 | 3 | 3 | 4 | 3 | 2 | 3 | 3 | 3 | 1 | 
                                                                            
                    
                        | ISE434 | Fundamentals of the Internet of Things | 3 | 2 | 1 | - | 4 | - | 2 | 3 | 3 | 4 | 3 | 3 | 2 | 3 | 3 | 1 | 
                                                                            
                    
                        | SE422 | Introduction to Data Science | 5 | 4 | 5 | - | 5 | - | - | - | 4 | 5 | - | 4 | - | 4 | 5 | - | 
                                                                            
                    
                        | CMPE555 | Introduction to Recommender Systems | 4 | 4 | 2 | - | 4 | - | 3 | 3 | 3 | 4 | - | 3 | 3 | 3 | 3 | - | 
                                                                            
                    
                        | CMPE462 | Introduction to Artificial Intelligence | 5 | 3 | 3 | - | 4 | - | - | 3 | 5 | 4 | - | 5 | 3 | 3 | 4 | - | 
                                                                            
                    
                        | CMPE326 | Formal Languages and Automata | 5 | - | - | - | 4 | - | - | - | - | - | - | - | - | - | - | - | 
                                                                            
                    
                        | EE519 | Speech Processing and Its Applications | 5 | 3 | 4 | - | 4 | 1 | - | 3 | 3 | 4 | 3 | 5 | 3 | 3 | 3 | - | 
                                                                            
                    
                        | ISE543 | Internet Security and Ethical Hacking | - | - | - | - | 5 | - | - | - | 5 | 4 | - | 3 | - | - | - | - | 
                                                                            
                    
                        | MECE445 | Robot Vision | 5 | 3 | 4 | 1 | 3 | - | - | 3 | 4 | 5 | 1 | 4 | 4 | 3 | 3 | 3 | 
                                                                            
                    
                        | ISE501 | Foundations in IT Management | - | - | 5 | - | 4 | - | - | - | 5 | 4 | - | 5 | - | - | - | - | 
                                                                            
                    
                        | CMPE433 | Cloud Computing and Virtualization | 4 | 3 | 4 | 4 | 2 | - | 3 | 4 | 5 | - | 2 | 3 | 3 | 3 | 3 | - | 
                                                                            
                    
                        | CMPE572 | Fundamentals of the Theory of Computation | 5 | 4 | - | - | 4 | - | - | - | - | - | - | - | - | - | - | - | 
                                                                            
                    
                        | ISE552 | E-Commerce - A Managerial Perspective | - | - | 5 | - | - | 4 | - | - | 4 | 4 | 5 | 5 | - | 5 | - | - | 
                                                                            
                    
                        | SE558 | Software Architecture | 3 | 3 | 4 | - | 2 | 2 | 3 | 4 | 4 | 5 | 4 | 4 | 3 | - | 3 | - | 
                                                                            
                    
                        | CMPE461 | Applied Neural Computing | 5 | 5 | 3 | - | 4 | - | - | 3 | 4 | 5 | - | 4 | 2 | 3 | 1 | - | 
                                                                            
                    
                        | ISE512 | IT Portfolio Management and IT Standards | 4 | 4 | - | - | 3 | - | - | 3 | 5 | 3 | - | 3 | 3 | - | - | - | 
                                                                            
                    
                        | CMPE363 | Introduction to Machine Learning | 5 | 4 | 4 | - | 3 | - | 2 | 5 | 5 | 5 | - | 4 | 4 | - | 4 | - | 
                                                                            
                    
                        | SE546 | Decision Support in Health Informatics | 1 | - | 4 | - | 2 | 1 | 2 | 3 | 4 | 3 | 1 | 2 | 3 | 2 | 2 | 2 | 
                                                                            
                    
                        | MDES618 | Probabilistic Methods in Engineering | 5 | - | - | - | 5 | - | - | - | - | - | - | - | - | - | - | - | 
                                                                            
                    
                        | ISE542 | IT Security | 5 | - | - | - | - | 5 | - | 4 | 4 | - | - | - | - | - | - | - | 
                                                                            
                    
                        | MATH332 | Finite Fields | 5 | - | - | - | 4 | - | - | - | - | - | - | - | - | - | - | - | 
                                                                                                                                                                                                                                                    
                    
                        | CMPE325 | Study of Programming Languages | 5 | - | - | - | 4 | - | - | 4 | - | - | - | - | - | - | - | - | 
                                                                                                                                                                                                                                                    
                    
                        | CMPE452 | Advanced Deep Learning Techniques and Applications | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 
                                                                                                                                                                                                                                                    
                    
                        | CMPE456 | Introduction to Quantum Computing | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 
                                                                                                                                                                                                                                                    
                    
                        | CMPE454 | Applied Large Language Models | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |